The European Commission said its antitrust unit would conduct an in-depth investigation into whether the planned merger would stifle competition in the orthopedic devices market.

“The proposed acquisition would remove a competitor from some markets which are already concentrated,” Commission Vice President Joaquin Almunia said. “The commission needs to make sure that effective competition is preserved,...